Sync ParaSkill interactively-refine-idea

LICENSE

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+MIT License
+
+Copyright (c) 2026 bhxdianzhang
+
+Permission is hereby granted, free of charge, to any person obtaining a copy
+of this software and associated documentation files (the "Software"), to deal
+in the Software without restriction, including without limitation the rights
+to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
+copies of the Software, and to permit persons to whom the Software is
+furnished to do so, subject to the following conditions:
+
+The above copyright notice and this permission notice shall be included in all
+copies or substantial portions of the Software.
+
+THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
+IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
+FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
+AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
+LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
+OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
+SOFTWARE.

README.md

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+---
+license: mit
+language:
+- zh
+- en
+tags:
+- codex-skill
+- ai-agent
+- scientific-writing
+- research-workflow
+- paraskill
+- paradoxgpt
+- creator
+pretty_name: InteractivelyRefineIdea
+---
+
+# InteractivelyRefineIdea
+
+`interactively-refine-idea` is a ParaSkill research workflow skill for the `creator` family.
+
+## Purpose
+
+Turn a vague research idea seed into a clearer research direction through clarification, axes, assumptions, risks, and next-step recommendations. Use when a user has an early idea and needs an idea partner rather than a list of ten brainstormed topics. Output is interactive guidance with questions and 2-3 concrete directions.
+
+## Metadata
+
+- Family: `creator`
+- Owner model: `ParadoxGPT-Creator-4B`
+- Output type: `interactive`
+- Version: `0.1`
+- Default language: `zh`
+
+## Included Files
+
+```text
+InteractivelyRefineIdea/
+  SKILL.md
+  agents/openai.yaml
+  README.md
+  LICENSE
+```
+
+`SKILL.md` is the executable skill instruction. `README.md` is the Hugging Face card.
+
+## Installation
+
+Copy this folder into a Codex-discoverable skills directory, or reference `SKILL.md` directly from an agent workflow.
+
+```bash
+mkdir -p ~/.codex/skills
+cp -r InteractivelyRefineIdea ~/.codex/skills/interactively-refine-idea
+```
+
+## Source
+
+This skill is part of the ParaSkill library for ParadoxGPT. The full routing table is maintained in `SKILL_INDEX.json` in the source bundle.

SKILL.md

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+---
+name: interactively-refine-idea
+description: >-
+  Turn a vague research idea seed into a clearer research direction through
+  clarification, axes, assumptions, risks, and next-step recommendations. Use
+  when a user has an early idea and needs an idea partner rather than a list of
+  ten brainstormed topics. Output is interactive guidance with questions and
+  2-3 concrete directions.
+metadata:
+  owner_model: ParadoxGPT-Creator-4B
+  skill_family: creator
+  version: "0.1"
+  output_type: interactive
+  default_language: zh
+  trigger_keywords: [idea seed, refine idea, research direction, clarify, brainstorm, 交互, 科研想法, 创新]
+  required_inputs: [user_idea_seed]
+  optional_inputs: [constraints, research_context, target_venue, user_goal]
+  handoff_to: [generate-idea-variants, identify-fatal-concerns, map-claims-to-experiments, build-intro-argument-chain]
+---
+
+# Interactively Refine Idea
+
+## Purpose
+
+和用户一起把模糊想法推进成可写论文的 research direction。Creator 不应立刻生成十个点子，而要先澄清研究空间、关键假设、约束条件、风险和可验证路径。
+
+## When to Use
+
+- 用户说“我想做 X，但不知道怎么创新”。
+- 用户有一个 seed，但没有清楚 gap、insight 或实验路径。
+- 需要在 novelty、feasibility、evaluation risk 之间做取舍。
+
+## Do Not Use
+
+- 输入是一篇完整论文，要反推 idea → 用 `reverse-engineer-paper-idea`。
+- 用户已经有明确 seed，只需要多个版本 → 用 `generate-idea-variants`。
+- 需要完整实验计划 → 用 `map-claims-to-experiments` 或 Designer skill。
+
+## Required Inputs
+
+- `user_idea_seed`: 用户的模糊想法。
+- `constraints`: optional，预算、模型规模、数据、时间、目标会议。
+- `research_context`: optional，相关工作或已知背景。
+- `target_venue`: optional。
+
+## Output Contract
+
+输出必须至少包含：
+
+1. **clarifying_questions** - 先问 3-5 个关键问题。
+2. **research_axes** - 把方向拆成可选择的轴。
+3. **current_risk_reading** - novelty、feasibility、evaluation、claim risk。
+4. **candidate_directions** - 2-3 个可推进方向，每个含 insight、method sketch、test。
+5. **recommended_next_step** - 下一步最值得做什么。
+
+## Procedure
+
+1. 先复述 seed 的核心意图，不急着生成 idea。
+2. 拆研究轴：对象、机制、评估、数据、约束、失败模式。
+3. 找最可能被 reviewer 批的点，尤其是 novelty 和 evaluation。
+4. 生成 2-3 个方向，每个方向必须有 tension、core insight 和验证路径。
+5. 推荐一个下一步，说明为什么不是另外几个。
+
+## Quality Bar
+
+一个好的输出必须：
+
+- 有交互感：先澄清，再提出方向。
+- 不列 10 个泛泛 topic。
+- 每个方向都能解释为什么 nontrivial 和怎么测。
+- 推荐下一步考虑用户 constraints。
+
+一个差的输出：
+
+- 直接堆 brainstorm 列表。
+- 只追求 novelty，忽略可实验性。
+- 对 reviewer risk 没有预判。
+
+## Failure Modes
+
+- **过早收敛**：没问约束就选方案。
+- **泛化方向**：方向像 grant topic，不像 paper idea。
+- **忽视已有工作拥挤度**：热门方向 novelty 风险很高。
+- **实验不可行**：idea 好听但用户资源无法验证。
+
+## Handoff
+
+- 如果用户要多个风险/成本版本 → `generate-idea-variants`
+- 如果候选 idea 需要投稿前风险扫描 → `identify-fatal-concerns`
+- 如果要把 idea 转成实验闭环 → `map-claims-to-experiments`
+- 如果方向已定，需要写 intro 论证链 → `build-intro-argument-chain`
+
+## Example
+
+Input:
+
+```
+user_idea_seed: 我想做一个关于 LLM agent memory 的 idea，但不知道怎么创新。
+constraints: 只能用 7B 以下模型，2 周实验。
+```
+
+Output:
+
+```
+clarifying_questions:
+  1. 你想优化 memory 的 representation、retrieval、update，还是 evaluation？
+  2. 目标 agent 是科研、代码、网页还是通用任务？
+  3. 你能否构造错误记忆或长期一致性测试？
+
+research_axes:
+  - memory objective: recall-oriented vs argument-state-oriented
+  - update policy: append-only vs contradiction-aware
+  - evaluation: recall accuracy vs decision/evidence consistency
+
+current_risk_reading:
+  novelty: high, memory-augmented agent 已很拥挤。
+  evaluation: high, 需要避免只做 toy recall。
+
+candidate_directions:
+  D1: argument-state memory for research agents.
+      insight: 科研 agent 更需要维护 claim-decision-evidence 一致性，而不只是 recall。
+      method sketch: memory slot 存储 claim/evidence/status 三元组。
+      test: 构造跨轮 claim consistency benchmark。
+
+recommended_next_step:
+  先做 D1 的低成本诊断 benchmark，确认现有 memory 系统是否真的在 argument consistency 上失败。
+```

agents/openai.yaml

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+interface:
+  display_name: "Interactively Refine Idea"
+  short_description: "Turn a vague research idea seed into a clearer research direction through clarification, a"
+  default_prompt: "Use $interactively-refine-idea for this research-writing task."